PostHog CLI Queries
debugtheworldbot/keyStats
Runs HogQL queries against this project's PostHog data from the terminal using posthog-cli, with bundled scripts for dashboard metadata the CLI itself has no command for.
转化漏斗分析，构建产品链路转化漏斗、计算每步转化率、识别卡点、对比行业基准。触发条件：当需要分析多段行为的转化情况时触发，如对话涉及“漏斗”、“转化漏斗”、“阶段A-阶段B-阶段C转化情况”等相近词语时触发。
Install Bi Funnel Analysis
$ npx skills add agentscope-ai/QwenPaw-Data --skill bi-funnel-analysis -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install agentscope-ai/QwenPaw-Data bi-funnel-analysis --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/agentscope-ai/QwenPaw-Data.git skills-src && mkdir -p .claude/skills && cp -r skills-src/packages/qwenpaw-data-skills/skills/atomic/bi-funnel-analysis .claude/skills/bi-funnel-analysis && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "bi-funnel-analysis" agent skill from https://github.com/agentscope-ai/QwenPaw-Data/tree/main/packages/qwenpaw-data-skills/skills/atomic/bi-funnel-analysis into .claude/skills/bi-funnel-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bi-funnel-analysis", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/agentscope-ai/QwenPaw-Data/tree/main/packages/qwenpaw-data-skills/skills/atomic/bi-funnel-analysisType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add agentscope-ai/QwenPaw-Data --skill bi-funnel-analysis -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install agentscope-ai/QwenPaw-Data bi-funnel-analysis --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/agentscope-ai/QwenPaw-Data.git skills-src && mkdir -p .agents/skills && cp -r skills-src/packages/qwenpaw-data-skills/skills/atomic/bi-funnel-analysis .agents/skills/bi-funnel-analysis && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "bi-funnel-analysis" agent skill from https://github.com/agentscope-ai/QwenPaw-Data/tree/main/packages/qwenpaw-data-skills/skills/atomic/bi-funnel-analysis into .agents/skills/bi-funnel-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bi-funnel-analysis", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add agentscope-ai/QwenPaw-Data --skill bi-funnel-analysis -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install agentscope-ai/QwenPaw-Data bi-funnel-analysis --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/agentscope-ai/QwenPaw-Data.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/packages/qwenpaw-data-skills/skills/atomic/bi-funnel-analysis .cursor/skills/bi-funnel-analysis && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "bi-funnel-analysis" agent skill from https://github.com/agentscope-ai/QwenPaw-Data/tree/main/packages/qwenpaw-data-skills/skills/atomic/bi-funnel-analysis into .cursor/skills/bi-funnel-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bi-funnel-analysis", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/agentscope-ai/QwenPaw-Data.git --path packages/qwenpaw-data-skills/skills/atomic/bi-funnel-analysis--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add agentscope-ai/QwenPaw-Data --skill bi-funnel-analysis -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install agentscope-ai/QwenPaw-Data bi-funnel-analysis --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/agentscope-ai/QwenPaw-Data.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/packages/qwenpaw-data-skills/skills/atomic/bi-funnel-analysis .gemini/skills/bi-funnel-analysis && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "bi-funnel-analysis" agent skill from https://github.com/agentscope-ai/QwenPaw-Data/tree/main/packages/qwenpaw-data-skills/skills/atomic/bi-funnel-analysis into .gemini/skills/bi-funnel-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bi-funnel-analysis", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install agentscope-ai/QwenPaw-Data bi-funnel-analysisInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add agentscope-ai/QwenPaw-Data --skill bi-funnel-analysis -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/agentscope-ai/QwenPaw-Data.git skills-src && mkdir -p .github/skills && cp -r skills-src/packages/qwenpaw-data-skills/skills/atomic/bi-funnel-analysis .github/skills/bi-funnel-analysis && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "bi-funnel-analysis" agent skill from https://github.com/agentscope-ai/QwenPaw-Data/tree/main/packages/qwenpaw-data-skills/skills/atomic/bi-funnel-analysis into .github/skills/bi-funnel-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bi-funnel-analysis", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add agentscope-ai/QwenPaw-Data --skill bi-funnel-analysis -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install agentscope-ai/QwenPaw-Data bi-funnel-analysis --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/agentscope-ai/QwenPaw-Data.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/packages/qwenpaw-data-skills/skills/atomic/bi-funnel-analysis .opencode/skills/bi-funnel-analysis && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "bi-funnel-analysis" agent skill from https://github.com/agentscope-ai/QwenPaw-Data/tree/main/packages/qwenpaw-data-skills/skills/atomic/bi-funnel-analysis into .opencode/skills/bi-funnel-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bi-funnel-analysis", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
bi-funnel-analysis- GitHub stars
- 127
- Token cost
- ~425 tokens
- SKILL.md length
- 120 words
- Files
- 1
- Skills in repo
- 29
- Repo updated
- First seen
- Licence
- Apache-2.0
At a glance
转化漏斗分析，构建产品链路转化漏斗、计算每步转化率、识别卡点、对比行业基准。触发条件：当需要分析多段行为的转化情况时触发，如对话涉及“漏斗”、“转化漏斗”、“阶段A-阶段B-阶段C转化情况”等相近词语时触发。
- Works in 5 steps: 关键阶段明确与数据准备 → 各个阶段转化率计算 → 倒置漏斗状图表绘制（可选） → …
- Tasks that involve Product analytics
- SKILL.md covers 执行流程 and 输出格式
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Bi Funnel Analysis is an agent skill from agentscope-ai/QwenPaw-Data. 转化漏斗分析，构建产品链路转化漏斗、计算每步转化率、识别卡点、对比行业基准。触发条件：当需要分析多段行为的转化情况时触发，如对话涉及“漏斗”、“转化漏斗”、“阶段A-阶段B-阶段C转化情况”等相近词语时触发。
Its SKILL.md is about 430 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Data & Analytics, covering Product analytics. The repository describes itself as: Agentic enterprise data analytics: governed facts (DataBridge), reusable methodology (Skill-Hub), and controllable execution (Host). The licence is Apache-2.0.
When your agent uses it
- Tasks that involve Product analytics
Example prompts
- “阶段A-阶段B-阶段C转化情况”
- “/bi-funnel-analysis”
Workflow steps
5 steps, taken from the step headings in SKILL.md.
What it can do on your machine
Read from SKILL.md and the folder at commit e0bae36. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
No scripts in the folder and no shell commands in SKILL.md (its code samples are csv).
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Bi Funnel Analysis loads about 425 tokens when it runs. Until then it costs about 31 tokens; SKILL.md has 120 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
SKILL.md
The full file from agentscope-ai/QwenPaw-Data at commit e0bae36, republished under its Apache-2.0 licence (© agentscope-ai). 120 words, ~425 tokens.
Download SKILL.mdSave it as
.claude/skills/bi-funnel-analysis/SKILL.md (or your agent's skills folder).- name
- bi-funnel-analysis
- description
- 转化漏斗分析，构建产品链路转化漏斗、计算每步转化率、识别卡点、对比行业基准。触发条件：当需要分析多段行为的转化情况时触发，如对话涉及“漏斗”、“转化漏斗”、“阶段A-阶段B-阶段C转化情况”等相近词语时触发。
bi-funnel-analysis
漏斗分析用于科学衡量用户在关键路径各阶段的转化率与流失情况。它将完整业务流程拆分为连续步骤（如：浏览-点击-下单-支付），直观展示用户从流入到流出的转化情况。
执行流程
Step 1: 关键阶段明确与数据准备
根据转化漏斗分析需求以及提供数据，确定漏斗分析中所需分析的关键阶段，并在数据中定位对应的关键数据列。
整理数据：包含漏斗分析每个阶段可用于转化率计算的关键数据列的 CSV 文件，如，
step_1_user_count,step_2_user_count,step_3_user_count
10000,5000,1000
6000,4000,500
3000,1000,200
1500,100,20
10,2,0数据不应遗漏任何关键阶段的关键数据。
Step 2: 各个阶段转化率计算
使用 bi-conversion-rate skill 计算相邻阶段的转化率。不遗漏任何阶段的转化率计算。
Step 3: 倒置漏斗状图表绘制（可选）
根据步骤 2 计算得到的各个阶段转化率，绘制用户从流入到流出的倒置漏斗状图表。
Step 4：识别转化卡点
卡点判定规则：
- 绝对阈值法：步骤转化率 < 行业基准的 80%
- 相对落差法：该步骤转化率显著低于其他步骤（低于均值 1 个标准差）
- 流失贡献法：该步骤流失占比 > 30%
当行业基准可获得时优先使用绝对阈值法进行判定，其次，使用相对落差法，最后考虑流失贡献率。
卡点分级：
| 级别 | 判定条件 | 优化优先级 |
|---|---|---|
| 🔴 严重卡点 | 转化率 < 20% 或流失占比 > 40% | 最高 |
| 🟡 中等卡点 | 转化率 20%-50% 或流失占比 20%-40% | 中 |
| 🟢 轻度卡点 | 转化率 50%-70% 或流失占比 10%-20% | 低 |
Step 5：输出漏斗分析结果并给出优化建议
以漏斗分析表的形式统计漏斗分析结果，并针对识别出的卡点，生成优化建议。
输出格式
漏斗分析结论以漏斗分析表+关键发现的形式反馈。
分析表包含关键步骤、原始数据、转化率以及识别卡点等信息，关键发现进行总结分析，如：
| 步骤 | 用户数 | 步骤转化率 | 整体转化率 | 流失率 | 流失占比 | 行业基准 | 相对落差 |
|---|---|---|---|---|---|---|---|
| 首页访问 | 10000 | - | 100% | - | - | - | - |
| 商品详情页 | 6000 | 60% | 60% | 40% | 47% | 65% | -5% |
| 加入购物车 | 3000 | 50% | 30% | 50% | 35% | 65% | -15% 🟡 |
| 提交订单 | 1500 | 50% | 15% | 50% | 18% | 55% | -5% |
| 完成支付 | 1200 | 80% | 12% | 20% | 6% | 85% | -5% |
关键发现：
- 整体转化率 12%，低于行业平均 15%
- 主要卡点在「加入购物车」步骤（转化率 50%，低于行业 15 个百分点）
- 该步骤流失占比 35%，是优化重点
© agentscope-ai, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
Just SKILL.md in packages/qwenpaw-data-skills/skills/atomic/bi-funnel-analysis of agentscope-ai/QwenPaw-Data.
Open the folder on GitHubat commit e0bae36
Compare with similar skills
Bi Funnel Analysis next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Bi Funnel Analysis this skillagentscope-ai/QwenPaw-Data | 127 | — | ~425 | Automated safety check: Pass | Apache-2.0 | |
| PostHog CLI Queriesdebugtheworldbot/keyStats | 1.5k | — | ~1.2k | Automated safety check: Pass | MIT | |
| Retentioneering Contributingretentioneering/retentioneering-tools | 927 | — | ~1.8k | Automated safety check: Pass | Apache-2.0 | |
| Retentioneering Product Analyticsretentioneering/retentioneering-tools | 927 | — | ~1.6k | Automated safety check: Pass | Apache-2.0 | |
| Feature Analytics Instrumentation Plannermistralai/mistral-vibe | 5.1k | — | ~2.2k | Automated safety check: Pass | Apache-2.0 | |
| Funnel Analysisliangdabiao/claude-data-analysis-ultra-main | 290 | 1 repos | ~781 | Automated safety check: Notes | None |
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Related
Categories
Questions about Bi Funnel Analysis
What does Bi Funnel Analysis do?
转化漏斗分析，构建产品链路转化漏斗、计算每步转化率、识别卡点、对比行业基准。触发条件：当需要分析多段行为的转化情况时触发，如对话涉及“漏斗”、“转化漏斗”、“阶段A-阶段B-阶段C转化情况”等相近词语时触发。. Bi Funnel Analysis is an agent skill from agentscope-ai/QwenPaw-Data.
When should I use Bi Funnel Analysis?
Bi Funnel Analysis fits situations like: tasks that involve Product analytics.
How do I install Bi Funnel Analysis in Claude Code?
Run `npx skills add agentscope-ai/QwenPaw-Data --skill bi-funnel-analysis -a claude-code`. Or copy the skill folder (packages/qwenpaw-data-skills/skills/atomic/bi-funnel-analysis in agentscope-ai/QwenPaw-Data) into .claude/skills/bi-funnel-analysis in your project. Claude Code loads it when a task matches its description.
How do I install Bi Funnel Analysis in Codex?
Run `npx skills add agentscope-ai/QwenPaw-Data --skill bi-funnel-analysis -a codex`. Or copy the skill folder (packages/qwenpaw-data-skills/skills/atomic/bi-funnel-analysis in agentscope-ai/QwenPaw-Data) into .agents/skills/bi-funnel-analysis in your project. Codex loads it when a task matches its description.
Can I use Bi Funnel Analysis in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add agentscope-ai/QwenPaw-Data --skill bi-funnel-analysis -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/bi-funnel-analysis, .gemini/skills/bi-funnel-analysis, .github/skills/bi-funnel-analysis and .opencode/skills/bi-funnel-analysis in your project.
What does Bi Funnel Analysis need to run?
SKILL.md names no scripts, command-line tools or credentials: Bi Funnel Analysis is instructions for the agent only.
Does Bi Funnel Analysis access the network?
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Is Bi Funnel Analysis safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
What licence does Bi Funnel Analysis use?
Bi Funnel Analysis is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Bi Funnel Analysis use?
About 425 tokens (SKILL.md is roughly 1.7k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Bi Funnel Analysis?
Skills that share tags, products or a category with Bi Funnel Analysis: PostHog CLI Queries (debugtheworldbot/keyStats, 1.5k stars), Retentioneering Contributing (retentioneering/retentioneering-tools, 927 stars), Retentioneering Product Analytics (retentioneering/retentioneering-tools, 927 stars) and Feature Analytics Instrumentation Planner (mistralai/mistral-vibe, 5.1k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Bi Funnel Analysis?
agentscope-ai (a GitHub organization) maintains it in agentscope-ai/QwenPaw-Data, which has 127 GitHub stars. The repository holds 29 skills in this directory. The repository was last updated on October 5, 2026.
Source: agentscope-ai/QwenPaw-Data on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.